Find real problems people will pay you to solve

ProblemSeekr.AI is an evidence-first discovery engine that identifies real problems discussed in live conversations and organizes them into build-ready opportunities. It replaces guesswork by clustering repeated, independent complaints, scoring their severity and solution pull, and presenting the results with summaries, supporting evidence, and structured next steps.
The platform is designed for solo founders, indie hackers, agencies and consultants, studios, product teams, and internal tools leaders. It provides decision artifacts (such as severity scores, ICP and promise, and traffic/conversion targets) and execution artifacts (including clustered evidence, prioritized shortlists, and build worksheets) to move from insight to plan with clarity.
ProblemSeekr.AI ingests real conversations and clusters similar complaints to surface recurring pain points. These clusters are scored for problem intensity and solution demand, then presented in an explore feed where users can browse by area, industry, and effort. The process emphasizes evidence gathered from multiple, independent conversations rather than one-off posts.
Each surfaced opportunity is packaged as a problem brief with essential context: who experiences the problem, summary and tags, supporting evidence, solution ideas, and risks. Users can shortlist opportunities to focus their evaluation and selection.
When ready to execute, users open a build worksheet to convert insights into a concrete plan. The worksheet captures customer definition, problem framing, solution outline, monetization approach, go-to-market, risks, milestones, and a target launch date. A guided flow helps users score the problem, define the offer, run traffic and conversion math, and confirm with evidence. Some opportunities include expert review for additional validation.
ProblemSeekr.AI reduces the time and uncertainty of discovery by turning noisy discussions into a structured pipeline of opportunities and execution plans. It supports teams that need to demonstrate evidence before committing resources.
| User Type | Primary Workflow | Typical Outputs |
|---|---|---|
| Indie founders | Maintain a living backlog of validated problems; select and execute via worksheets | Shortlist of opportunities, build worksheet, launch plan |
| Agencies & consultants | Use briefs as inputs to proposals and discovery projects | Client proposals, productized offers, discovery plans |
| Studios & product teams | Track multiple niches and route opportunities to teams | Team backlogs, squad assignments, spinout candidates |
Practical applications include: